cv_folding

<code>cv_folding</code> creates folds used in classifier training within the survey
data.

A tool that improves the prediction performance of multilevel
regression with post-stratification (MrP) by combining a number of machine
learning methods. For information on the method, please refer to Broniecki,
Wüest, Leemann (2020) ''Improving Multilevel Regression with
Post-Stratification Through Machine Learning (autoMrP)'' in the
'Journal of Politics'. Final pre-print version:
<https://lucasleemann.files.wordpress.com/2020/07/automrp-r2pa.pdf>.

Philipp Broniecki

autoMrP

Improving MrP with Ensemble Learning

Reto Wüest

Lucas Leemann

Florian Schaffner

Hadley Wickham

cv_folding function

<dl><dt>data</dt>
<dd>The survey data; must be a tibble.</dd>
<dt>L2.unit</dt>
<dd>The column name of the factor variable identifying the
context-level unit</dd>
<dt>k.folds</dt>
<dd>An integer value indicating the number of folds to be
generated.</dd>
<dt>cv.sampling</dt>
<dd>Cross-validation sampling method. A character-valued
scalar indicating whether cross-validation folds should be created by
sampling individual respondents (<code>individuals</code>) or geographic units
(<code>L2 units</code>). Default is <code>L2 units</code>. Note: ignored if
<code>folds</code> is provided, but must be specified otherwise.</dd></dl>

Arguments

Generates folds for cross-validation — cv_folding

<dl>

<dt>data</dt>
<dd>The survey data; must be a tibble.</dd>


<dt>L2.unit</dt>
<dd>The column name of the factor variable identifying the
context-level unit</dd>


<dt>k.folds</dt>
<dd>An integer value indicating the number of folds to be
generated.</dd>


<dt>cv.sampling</dt>
<dd>Cross-validation sampling method. A character-valued
scalar indicating whether cross-validation folds should be created by
sampling individual respondents (<code>individuals</code>) or geographic units
(<code>L2 units</code>). Default is <code>L2 units</code>. Note: ignored if
<code>folds</code> is provided, but must be specified otherwise.</dd>

</dl>

cv_folding: Generates folds for cross-validation

Description

Usage

Value

Arguments